Produces evidence-backed cover candidates and reviewable cover variants for a ClipTalk video.
$ npx skills add GML-MMGroup/ClipTalk --skill cliptalk-cover-director -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install GML-MMGroup/ClipTalk cliptalk-cover-director --agent claude-codeProject scope by default; add --scope user for a personal install. Needs GitHub CLI 2.90.0 or later (public preview).
$ git clone --depth 1 https://github.com/GML-MMGroup/ClipTalk.git skills-src && mkdir -p .claude/skills && cp -r skills-src/docs/skill-proposals/cliptalk-cover-director .claude/skills/cliptalk-cover-director && rm -rf skills-srcUse ~/.claude/skills/ instead of .claude/skills for a personal install. The folder must contain SKILL.md.
Claude Code skills documentation · loads skills from .claude/skills/
Install the "cliptalk-cover-director" agent skill from https://github.com/GML-MMGroup/ClipTalk/tree/main/docs/skill-proposals/cliptalk-cover-director into .claude/skills/cliptalk-cover-director/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "cliptalk-cover-director", then confirm the skill loads.Claude Code copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$skill-installer install https://github.com/GML-MMGroup/ClipTalk/tree/main/docs/skill-proposals/cliptalk-cover-directorType this inside Codex. $skill-installer <name> installs a curated skill from openai/skills. The installer writes to $CODEX_HOME/skills (default ~/.codex/skills). Restart Codex if the skill does not show up.
$ npx skills add GML-MMGroup/ClipTalk --skill cliptalk-cover-director -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install GML-MMGroup/ClipTalk cliptalk-cover-director --agent codexProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/GML-MMGroup/ClipTalk.git skills-src && mkdir -p .agents/skills && cp -r skills-src/docs/skill-proposals/cliptalk-cover-director .agents/skills/cliptalk-cover-director && rm -rf skills-srcUse ~/.agents/skills/ instead of .agents/skills for a personal install.
Codex skills documentation · loads skills from .agents/skills/
Install the "cliptalk-cover-director" agent skill from https://github.com/GML-MMGroup/ClipTalk/tree/main/docs/skill-proposals/cliptalk-cover-director into .agents/skills/cliptalk-cover-director/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "cliptalk-cover-director", then confirm the skill loads.Codex copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ npx skills add GML-MMGroup/ClipTalk --skill cliptalk-cover-director -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install GML-MMGroup/ClipTalk cliptalk-cover-director --agent cursorProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/GML-MMGroup/ClipTalk.git skills-src && mkdir -p .cursor/skills && cp -r skills-src/docs/skill-proposals/cliptalk-cover-director .cursor/skills/cliptalk-cover-director && rm -rf skills-srcUse ~/.cursor/skills/ instead of .cursor/skills for a personal install.
Cursor skills documentation · loads skills from .cursor/skills/, .agents/skills/, .claude/skills/, .codex/skills/
Install the "cliptalk-cover-director" agent skill from https://github.com/GML-MMGroup/ClipTalk/tree/main/docs/skill-proposals/cliptalk-cover-director into .cursor/skills/cliptalk-cover-director/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "cliptalk-cover-director", then confirm the skill loads.Cursor copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ gemini skills install https://github.com/GML-MMGroup/ClipTalk.git --path docs/skill-proposals/cliptalk-cover-director--scope user (default) or --scope workspace; --path is the subfolder of the repo that holds the skill; --consent skips the security confirmation prompt.
$ npx skills add GML-MMGroup/ClipTalk --skill cliptalk-cover-director -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install GML-MMGroup/ClipTalk cliptalk-cover-director --agent gemini-cliProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/GML-MMGroup/ClipTalk.git skills-src && mkdir -p .gemini/skills && cp -r skills-src/docs/skill-proposals/cliptalk-cover-director .gemini/skills/cliptalk-cover-director && rm -rf skills-srcUse ~/.gemini/skills/ instead of .gemini/skills for a personal install, then run /skills reload.
Gemini CLI skills documentation · loads skills from .gemini/skills/, .agents/skills/
Install the "cliptalk-cover-director" agent skill from https://github.com/GML-MMGroup/ClipTalk/tree/main/docs/skill-proposals/cliptalk-cover-director into .gemini/skills/cliptalk-cover-director/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "cliptalk-cover-director", then confirm the skill loads.Gemini CLI copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ gh skill install GML-MMGroup/ClipTalk cliptalk-cover-directorInstalls for Copilot at project scope by default; add --scope user for a personal install. Preview a skill first with gh skill preview. Needs GitHub CLI 2.90.0 or later (public preview).
$ npx skills add GML-MMGroup/ClipTalk --skill cliptalk-cover-director -a github-copilotProject install goes to .agents/skills/; add -g for ~/.copilot/skills/.
$ git clone --depth 1 https://github.com/GML-MMGroup/ClipTalk.git skills-src && mkdir -p .github/skills && cp -r skills-src/docs/skill-proposals/cliptalk-cover-director .github/skills/cliptalk-cover-director && rm -rf skills-srcUse ~/.copilot/skills/ instead of .github/skills for a personal install. Commit .github/skills so cloud agent and code review can use it.
GitHub Copilot skills documentation · loads skills from .github/skills/, .claude/skills/, .agents/skills/
Install the "cliptalk-cover-director" agent skill from https://github.com/GML-MMGroup/ClipTalk/tree/main/docs/skill-proposals/cliptalk-cover-director into .github/skills/cliptalk-cover-director/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "cliptalk-cover-director", then confirm the skill loads.GitHub Copilot copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ npx skills add GML-MMGroup/ClipTalk --skill cliptalk-cover-director -a opencodeOpenCode documents no install command of its own. Project install goes to .agents/skills/; add -g for ~/.config/opencode/skills/.
$ gh skill install GML-MMGroup/ClipTalk cliptalk-cover-director --agent opencodeProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/GML-MMGroup/ClipTalk.git skills-src && mkdir -p .opencode/skills && cp -r skills-src/docs/skill-proposals/cliptalk-cover-director .opencode/skills/cliptalk-cover-director && rm -rf skills-srcUse ~/.config/opencode/skills/ instead of .opencode/skills for a personal install.
OpenCode skills documentation · loads skills from .opencode/skills/, .claude/skills/, .agents/skills/
Install the "cliptalk-cover-director" agent skill from https://github.com/GML-MMGroup/ClipTalk/tree/main/docs/skill-proposals/cliptalk-cover-director into .opencode/skills/cliptalk-cover-director/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "cliptalk-cover-director", then confirm the skill loads.OpenCode copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
cliptalk-cover-directorProduces evidence-backed cover candidates and reviewable cover variants for a ClipTalk video.
Cliptalk Cover Director is an agent skill from GML-MMGroup/ClipTalk. Produces evidence-backed cover candidates and reviewable cover variants for a ClipTalk video. Use when the user asks for a cover, poster frame, thumbnail, or multiple cover directions; do not use for timeline editing or social-video reframing.
Its SKILL.md is about 610 tokens, which your agent loads only when the skill is triggered. The skill folder holds 2 other files, including reference files (for example `references/contracts.md`).
It sits in Media & Creative, covering Proposals and quotes. The repository describes itself as: ClipTalk —— 通过对话完成视频剪辑的 AI Agent。说句话，片子就剪好了。ClipTalk — An AI agent that edits videos through conversation. Just say it, it's edited.
Read from SKILL.md and the folder at commit 7471e73. It shows what the files ask for, not the result of running them.
Pre-approves these tools, so the agent can use them without asking each time:
inspect_workspacepropose_cover_candidatesrender_cover_variantsreview_cover_variantsconfirm_coverFrom allowed-tools in the SKILL.md frontmatter.
No scripts in the folder and no shell commands in SKILL.md.
From the folder's file list and the shell code blocks in SKILL.md.
No URLs in SKILL.md.
From URLs in SKILL.md, links to its own repository left out.
Names no API keys, tokens, secrets or passwords.
From names ending in _API_KEY, _TOKEN, _SECRET, _KEY or _PASSWORD in SKILL.md.
Cliptalk Cover Director loads about 607 tokens when it runs, and up to ~1.5k if it reads all its reference files. Until then it costs about 67 tokens; SKILL.md has 275 words of instructions outside code blocks.
Estimates: characters ÷ 4, the usual rule of thumb; real counts depend on the model's tokenizer. Scripts and assets cost tokens only if the agent reads them.
The automated check found no risky patterns in SKILL.md.
Automated static check — not a guarantee. Review scripts before installing. It scans the text of SKILL.md for risky patterns (piping downloads into a shell, reading credential files, hidden Unicode, destructive commands); files beside SKILL.md are not scanned.
Its licence (Custom licence) doesn't allow us to republish the file, so here is its outline and opening line. It has 275 words (~607 tokens).
“Create a cover that is recognizable, faithful to the source, legible at small size, and explicitly approved.”
SKILL.md and 1 other file (references) in docs/skill-proposals/cliptalk-cover-director of GML-MMGroup/ClipTalk.
Open the folder on GitHubat commit 7471e73
Cliptalk Cover Director next to the 5 skills that share the most tags, products or categories with it. Stars are the repository's; “used in” counts other GitHub owners with a copy.
| Skill | Stars | Used in | Tokens | Auto-check | Licence | Repo updated |
|---|---|---|---|---|---|---|
| Cliptalk Cover Director this skillGML-MMGroup/ClipTalk | 136 | — | ~607 | Automated safety check: Pass | Custom licence | |
| Broll Directorerduo1998-cell/erduo-broll-loop-engineering | 210 | — | ~1.9k | Automated safety check: Pass | MIT | |
| Kv Designaipoch/medical-research-skills | 1.9k | — | ~974 | Automated safety check: Pass | MIT | |
| Hardware SolutionLeoKemp223/NextBoard | 382 | — | ~1.5k | Automated safety check: Pass | None | |
| Strategy Consulting Visualizationkgraph57/mckinsey-style-visualization-skill | 129 | — | ~3.2k | Automated safety check: Pass | MIT | |
| Architecture Design Reviewbbartling/open-fdd | 173 | — | ~1.3k | Automated safety check: Pass | Custom licence |
erduo1998-cell/erduo-broll-loop-engineering
Turn a complete original SRT and design into immutable shot truth, revisable creative proposals, semantic chapters, a shared visual world, a compact motion map, and three representative-scene choices.
aipoch/medical-research-skills
Generate professional Key Visual (KV) design proposals and images; use when you have a slogan/copy and a marketing scenario but need a clear visual direction and a ready-to-generate image prompt.
LeoKemp223/NextBoard
A skill your agent uses when the user needs embedded hardware architecture, MCU/SoC selection, power tree design, interface planning, sensor/actuator selection, RF/connectivity, BOM risk assessment…
kgraph57/mckinsey-style-visualization-skill
A skill your agent uses when turning any content into clear, professional visualizations - board slides, reports, proposals, research summaries, training materials, technical diagrams, infographics…
bbartling/open-fdd
A skill your agent uses to evaluate architecture, design proposals, refactors, module boundaries, dependency direction, data flow, concurrency model, and maintainability tradeoffs across any codebase.
matthiasn/lotti
Build, debug, extend, localize, or publish the automated tutorial videos — the workbench that drives the real Linux app under Xvfb (virtual mic, live Voxtral transcription, task-agent proposals)…
GML-MMGroup/ClipTalk
Creates a subject-aware, time-varying crop track and a review-only social-format preview from an accepted ClipTalk cut.
GML-MMGroup/ClipTalk
Locates and assembles source passages matching a semantic request.
GML-MMGroup/ClipTalk
Produces evidence-backed cover candidates and three reviewable local cover variants for a ClipTalk video.
GML-MMGroup/ClipTalk
Checks an existing ClipTalk render for delivery defects such as decode failures, duration or stream mismatch, black or frozen frames, long silence, and incorrect dialogue loudness.
GML-MMGroup/ClipTalk
Finds and assembles the strongest moments from a source video.
GML-MMGroup/ClipTalk
Produces a coherent interview edit by combining speaker discovery, topic selection, dialogue context, cleanup, subtitles, and preview.
Categories
Produces evidence-backed cover candidates and reviewable cover variants for a ClipTalk video. Cliptalk Cover Director is an agent skill from GML-MMGroup/ClipTalk. Produces evidence-backed cover candidates and reviewable cover variants for a ClipTalk video.
Cliptalk Cover Director fits situations like: the user asks for a cover; multiple cover directions; do not use for timeline editing; social-video reframing.
Run `npx skills add GML-MMGroup/ClipTalk --skill cliptalk-cover-director -a claude-code`. Or copy the skill folder (docs/skill-proposals/cliptalk-cover-director in GML-MMGroup/ClipTalk) into .claude/skills/cliptalk-cover-director in your project. Claude Code loads it when a task matches its description.
Run `npx skills add GML-MMGroup/ClipTalk --skill cliptalk-cover-director -a codex`. Or copy the skill folder (docs/skill-proposals/cliptalk-cover-director in GML-MMGroup/ClipTalk) into .agents/skills/cliptalk-cover-director in your project. Codex loads it when a task matches its description.
Cursor, Gemini CLI, GitHub Copilot and OpenCode also load SKILL.md folders. With the skills CLI, run `npx skills add GML-MMGroup/ClipTalk --skill cliptalk-cover-director -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/cliptalk-cover-director, .gemini/skills/cliptalk-cover-director, .github/skills/cliptalk-cover-director and .opencode/skills/cliptalk-cover-director in your project.
SKILL.md names no scripts, command-line tools or credentials: Cliptalk Cover Director is instructions for the agent only. Its frontmatter pre-approves these tools: inspect_workspace, propose_cover_candidates, render_cover_variants, review_cover_variants, confirm_cover.
SKILL.md contains no URLs. Any network use would come from the scripts or tools the agent runs. This is read from the text; nothing was executed.
Our automated static check of SKILL.md found no risky patterns, such as piping downloads into a shell, reading credential files or hidden Unicode. It is not a guarantee. Review the folder before installing.
Cliptalk Cover Director has a licence file (the repository's licence) that doesn't match a standard licence. Read it on GitHub before reusing the skill.
About 607 tokens (SKILL.md is roughly 2.4k characters). Agents keep only the skill's name and description in context until a task matches; then they load SKILL.md in full. Its references folder adds about 904 tokens, read only when the agent opens those files.
Skills that share tags, products or a category with Cliptalk Cover Director: Broll Director (erduo1998-cell/erduo-broll-loop-engineering, 210 stars), Kv Design (aipoch/medical-research-skills, 1.9k stars), Hardware Solution (LeoKemp223/NextBoard, 382 stars) and Strategy Consulting Visualization (kgraph57/mckinsey-style-visualization-skill, 129 stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.
GML-MMGroup (a GitHub user) maintains it in GML-MMGroup/ClipTalk, which has 136 GitHub stars. The repository holds 13 skills in this directory. The repository was last updated on October 10, 2026.
Source: GML-MMGroup/ClipTalk on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.
